{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from netCDF4 import Dataset\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "from matplotlib.cm import get_cmap\n",
    "#from mpl_toolkits.basemap import Basemap\n",
    "import matplotlib.gridspec as gridspec\n",
    "from wrf import getvar, interplevel, to_np, get_basemap, latlon_coords, destagger, ctt\n",
    "import glob\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "import cmocean\n",
    "import pyresample\n",
    "import seaborn as sns\n",
    "import numpy.ma as ma\n",
    "import scipy.stats as st\n",
    "from scipy.stats._continuous_distns import _distn_names\n",
    "import statsmodels.api as sm\n",
    "import xarray as xr\n",
    "import os\n",
    "import matplotlib.patches as mpatches\n",
    "\n",
    "### Import the scripts needed for importing satellite data ###\n",
    "from functions_import import import_VNP02, import_cldprop_l2, import_cldprop_uc_l2, import_MOD021KM, import_MOD06_L2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "savedir = \"figs_new_nz136/\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Panel loop - COMBINE SATELLITES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "days = [\"12\",\"28\"]\n",
    "fs = 14\n",
    "xoff = -10\n",
    "yoff = -0.3\n",
    "boxw = 0.1\n",
    "for i in np.arange(len(days)):\n",
    "    data_all = xr.open_dataset('raw_ctt_mar'+days[i]+'.nc')\n",
    "\n",
    "    #### SATELLITE\n",
    "    # noaa-20\n",
    "    sat_noaa20_ctt = data_all['sat_noaa20_ctt']\n",
    "    sat_noaa20_ctt_uc = data_all['sat_noaa20_ctt_uc']\n",
    "    # snpp\n",
    "    sat_snpp_ctt = data_all['sat_snpp_ctt']\n",
    "    sat_snpp_ctt_uc = data_all['sat_snpp_ctt_uc']\n",
    "\n",
    "    #### MODEL\n",
    "    # noaa-20\n",
    "    sat_noaa20_ctt_l2p5 = data_all['sat_noaa20_ctt_l2p5']\n",
    "    sat_noaa20_ctt_l3 = data_all['sat_noaa20_ctt_l3']\n",
    "    sat_noaa20_ctt_edmf = data_all['sat_noaa20_ctt_edmf']\n",
    "    sat_noaa20_ctt_ysu = data_all['sat_noaa20_ctt_ysu']\n",
    "    # snpp\n",
    "    sat_snpp_ctt_l2p5 = data_all['sat_snpp_ctt_l2p5']\n",
    "    sat_snpp_ctt_l3 = data_all['sat_snpp_ctt_l3']\n",
    "    sat_snpp_ctt_edmf = data_all['sat_snpp_ctt_edmf']\n",
    "    sat_snpp_ctt_ysu = data_all['sat_snpp_ctt_ysu']\n",
    "    \n",
    "    sat_ctt_all = np.append(sat_noaa20_ctt,sat_snpp_ctt)\n",
    "    sat_ctt_l2p5_all = np.append(sat_noaa20_ctt_l2p5,sat_snpp_ctt_l2p5)\n",
    "    sat_ctt_l3_all = np.append(sat_noaa20_ctt_l3,sat_snpp_ctt_l3)\n",
    "    sat_ctt_edmf_all = np.append(sat_noaa20_ctt_edmf,sat_snpp_ctt_edmf)\n",
    "    sat_ctt_ysu_all = np.append(sat_noaa20_ctt_ysu,sat_snpp_ctt_ysu)\n",
    "    \n",
    "    plt.rcParams['axes.axisbelow'] = True\n",
    "    if i == 0:\n",
    "        fig = plt.figure(figsize=(14,12))\n",
    "    ax2 = plt.subplot(1,2,i+1)\n",
    "    plt.grid(lw=2.)\n",
    "    grid = sns.violinplot(data=[sat_ctt_l2p5_all,sat_ctt_l3_all,sat_ctt_edmf_all,sat_ctt_ysu_all,sat_ctt_all],orient='h',scale='area',cut=0,inner=None,palette=['lightgreen','lightblue','darkgreen','darkblue','pink'])\n",
    "    grid.collections[0].set_edgecolor('black')\n",
    "    grid.collections[1].set_edgecolor('black')\n",
    "    grid.collections[2].set_edgecolor('black')\n",
    "    grid.collections[3].set_edgecolor('black')\n",
    "    grid.collections[4].set_edgecolor('black')\n",
    "    plt.rcParams['lines.markersize'] = 10\n",
    "    grid2 = sns.boxenplot(data=[sat_ctt_l2p5_all,sat_ctt_l3_all,sat_ctt_edmf_all,sat_ctt_ysu_all,sat_ctt_all],orient='h',width=boxw,k_depth='tukey',color='red')\n",
    "    grid2.collections[5].set_edgecolor('magenta')\n",
    "    grid2.collections[7].set_edgecolor('magenta')\n",
    "    grid2.collections[9].set_edgecolor('magenta')\n",
    "    grid2.collections[11].set_edgecolor('magenta')\n",
    "    grid2.collections[13].set_edgecolor('magenta')\n",
    "    #grid2.collections[14].set_edgecolor('magenta')\n",
    "    #grid2.collections[16].set_edgecolor('magenta')\n",
    "    #plt_titles2 = [r\"$\\Delta$x=1km\"\"\\n\"\"Level 2.5\", r\"$\\Delta$x=1km\"\"\\n\"\"Level 3\", \"$\\Delta$x=1km\"\"\\n\"\"Level 2.5 EDMF\", \"$\\Delta$x=1km\"\"\\n\"\"YSU\", \"NOAA-20\"\"\\n\"\"VIIRS\"]\n",
    "    if i == 1:\n",
    "        plt_titles2 = [\"\",\"\",\"\",\"\",\"\"]\n",
    "    else:\n",
    "        plt_titles2 = [\"Level 2.5\", \"Level 3\", r\"Level 2.5\"\"\\n\"\"EDMF\", \"YSU\", \"VIIRS\"]\n",
    "    grid2.set_yticklabels(plt_titles2)\n",
    "    grid2.tick_params(axis='x', labelsize=18)\n",
    "    grid2.tick_params(axis='y', labelsize=18)\n",
    "    plt.xlabel('CTT ($^{\\circ}$C)', fontsize=22, labelpad=15)\n",
    "    plt.xlim(-55,0)\n",
    "    \n",
    "    if i == 1:\n",
    "        ax2.yaxis.set_label_position(\"right\")\n",
    "        ax2.yaxis.tick_right()\n",
    "\n",
    "    median = np.empty(5)\n",
    "    median[0] = np.nanmedian(sat_ctt_l2p5_all)\n",
    "    median[1] = np.nanmedian(sat_ctt_l3_all)\n",
    "    median[2] = np.nanmedian(sat_ctt_edmf_all)\n",
    "    median[3] = np.nanmedian(sat_ctt_ysu_all)\n",
    "    median[4] = np.nanmedian(sat_ctt_all)\n",
    "\n",
    "    grid2.text(xoff,yoff,str(round(median[0],1)),fontsize=fs,bbox=dict(facecolor='darkgray', edgecolor='black', alpha=1.0, boxstyle='round'))\n",
    "    grid2.text(xoff,1+yoff,str(round(median[1],1)),fontsize=fs,bbox=dict(facecolor='darkgray', edgecolor='black', alpha=1.0, boxstyle='round'))\n",
    "    grid2.text(xoff,2+yoff,str(round(median[2],1)),fontsize=fs,bbox=dict(facecolor='darkgray', edgecolor='black', alpha=1.0, boxstyle='round'))\n",
    "    grid2.text(xoff,3+yoff,str(round(median[3],1)),fontsize=fs,bbox=dict(facecolor='darkgray', edgecolor='black', alpha=1.0, boxstyle='round'))\n",
    "    grid2.text(xoff,4+yoff,str(round(median[4],1)),fontsize=fs,bbox=dict(facecolor='darkgray', edgecolor='black', alpha=1.0, boxstyle='round'))\n",
    "    \n",
    "    if i == 0:\n",
    "        plt.title('13 March',fontsize=24)\n",
    "    else:\n",
    "        plt.title('28 March',fontsize=24)\n",
    "    \n",
    "    if i == -1:\n",
    "        handles, labels = plt.gca().get_legend_handles_labels()\n",
    "        colors = ['lightgreen','lightblue','darkgreen','darkblue','pink','cyan']\n",
    "        #labels = [r\"$\\Delta$x=1km\"\"\\n\"\"Level 2.5\", r\"$\\Delta$x=1km\"\"\\n\"\"Level 3\", \"$\\Delta$x=1km\"\"\\n\"\"Level 2.5\"\"\\n\"\"EDMF\", \"$\\Delta$x=1km\"\"\\n\"\"YSU\", \"NOAA-20\"\"\\n\"\"VIIRS\", \"SNPP\"\"\\n\"\"VIIRS\"]\n",
    "        labels = [\"Level 2.5\", \"Level 3\", \"Level 2.5 EDMF\", \"YSU\", \"NOAA-20\"\"\\n\"\"VIIRS\", \"VIIRS\"]\n",
    "        patch1 = mpatches.Patch(color=colors[0], label=labels[0])\n",
    "        patch2 = mpatches.Patch(color=colors[1], label=labels[1])\n",
    "        patch3 = mpatches.Patch(color=colors[2], label=labels[2])\n",
    "        patch4 = mpatches.Patch(color=colors[3], label=labels[3])\n",
    "        patch5 = mpatches.Patch(color=colors[4], label=labels[4])\n",
    "        handles.extend([patch1,patch2,patch3,patch4,patch5])\n",
    "        plt.legend(handles=handles,ncol=5,bbox_to_anchor=(0.95, -0.1),fancybox=True,fontsize=18)\n",
    "    \n",
    "#fig.text(0.1,0.65,'13 March',fontsize=22,rotation=90)\n",
    "#fig.text(0.1,0.25,'29 March',fontsize=22,rotation=90)\n",
    "\n",
    "#plt.tight_layout()\n",
    "\n",
    "#plt.show()\n",
    "plt.savefig(savedir + 'WRF-SAT-CTT-ALL.png',dpi=300,bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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